BANPU POWER Stock Forecast - Polynomial Regression

BPP-R Stock  THB 12.20  0.58  4.99%   
The Polynomial Regression forecasted value of BANPU POWER on the next trading day is expected to be 10.67 with a mean absolute deviation of 0.28 and the sum of the absolute errors of 17.13. BANPU Stock Forecast is based on your current time horizon. Investors can use this forecasting interface to forecast BANPU POWER stock prices and determine the direction of BANPU POWER's future trends based on various well-known forecasting models. We recommend always using this module together with an analysis of BANPU POWER's historical fundamentals, such as revenue growth or operating cash flow patterns.
  
BANPU POWER polinomial regression implements a single variable polynomial regression model using the daily prices as the independent variable. The coefficients of the regression for BANPU POWER as well as the accuracy indicators are determined from the period prices.

BANPU POWER Polynomial Regression Price Forecast For the 12th of December 2024

Given 90 days horizon, the Polynomial Regression forecasted value of BANPU POWER on the next trading day is expected to be 10.67 with a mean absolute deviation of 0.28, mean absolute percentage error of 0.20, and the sum of the absolute errors of 17.13.
Please note that although there have been many attempts to predict BANPU Stock prices using its time series forecasting, we generally do not recommend using it to place bets in the real market. The most commonly used models for forecasting predictions are the autoregressive models, which specify that BANPU POWER's next future price depends linearly on its previous prices and some stochastic term (i.e., imperfectly predictable multiplier).

BANPU POWER Stock Forecast Pattern

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BANPU POWER Forecasted Value

In the context of forecasting BANPU POWER's Stock value on the next trading day, we examine the predictive performance of the model to find good statistically significant boundaries of downside and upside scenarios. BANPU POWER's downside and upside margins for the forecasting period are 8.22 and 13.11, respectively. We have considered BANPU POWER's daily market price to evaluate the above model's predictive performance. Remember, however, there is no scientific proof or empirical evidence that traditional linear or nonlinear forecasting models outperform artificial intelligence and frequency domain models to provide accurate forecasts consistently.
Market Value
12.20
10.67
Expected Value
13.11
Upside

Model Predictive Factors

The below table displays some essential indicators generated by the model showing the Polynomial Regression forecasting method's relative quality and the estimations of the prediction error of BANPU POWER stock data series using in forecasting. Note that when a statistical model is used to represent BANPU POWER stock, the representation will rarely be exact; so some information will be lost using the model to explain the process. AIC estimates the relative amount of information lost by a given model: the less information a model loses, the higher its quality.
AICAkaike Information Criteria116.5255
BiasArithmetic mean of the errors None
MADMean absolute deviation0.2807
MAPEMean absolute percentage error0.0215
SAESum of the absolute errors17.1255
A single variable polynomial regression model attempts to put a curve through the BANPU POWER historical price points. Mathematically, assuming the independent variable is X and the dependent variable is Y, this line can be indicated as: Y = a0 + a1*X + a2*X2 + a3*X3 + ... + am*Xm

Predictive Modules for BANPU POWER

There are currently many different techniques concerning forecasting the market as a whole, as well as predicting future values of individual securities such as BANPU POWER. Regardless of method or technology, however, to accurately forecast the stock market is more a matter of luck rather than a particular technique. Nevertheless, trying to predict the stock market accurately is still an essential part of the overall investment decision process. Using different forecasting techniques and comparing the results might improve your chances of accuracy even though unexpected events may often change the market sentiment and impact your forecasting results.
Hype
Prediction
LowEstimatedHigh
9.8512.3014.75
Details
Intrinsic
Valuation
LowRealHigh
10.2112.6615.11
Details
Bollinger
Band Projection (param)
LowMiddleHigh
10.1112.5214.94
Details

Other Forecasting Options for BANPU POWER

For every potential investor in BANPU, whether a beginner or expert, BANPU POWER's price movement is the inherent factor that sparks whether it is viable to invest in it or hold it better. BANPU Stock price charts are filled with many 'noises.' These noises can hugely alter the decision one can make regarding investing in BANPU. Basic forecasting techniques help filter out the noise by identifying BANPU POWER's price trends.

BANPU POWER Related Equities

One of the popular trading techniques among algorithmic traders is to use market-neutral strategies where every trade hedges away some risk. Because there are two separate transactions required, even if one position performs unexpectedly, the other equity can make up some of the losses. Below are some of the equities that can be combined with BANPU POWER stock to make a market-neutral strategy. Peer analysis of BANPU POWER could also be used in its relative valuation, which is a method of valuing BANPU POWER by comparing valuation metrics with similar companies.
 Risk & Return  Correlation

BANPU POWER Technical and Predictive Analytics

The stock market is financially volatile. Despite the volatility, there exist limitless possibilities of gaining profits and building passive income portfolios. With the complexity of BANPU POWER's price movements, a comprehensive understanding of forecasting methods that an investor can rely on to make the right move is invaluable. These methods predict trends that assist an investor in predicting the movement of BANPU POWER's current price.

BANPU POWER Market Strength Events

Market strength indicators help investors to evaluate how BANPU POWER stock reacts to ongoing and evolving market conditions. The investors can use it to make informed decisions about market timing, and determine when trading BANPU POWER shares will generate the highest return on investment. By undertsting and applying BANPU POWER stock market strength indicators, traders can identify BANPU POWER entry and exit signals to maximize returns.

BANPU POWER Risk Indicators

The analysis of BANPU POWER's basic risk indicators is one of the essential steps in accurately forecasting its future price. The process involves identifying the amount of risk involved in BANPU POWER's investment and either accepting that risk or mitigating it. Along with some essential techniques for forecasting banpu stock prices, we also provide a set of basic risk indicators that can assist in the individual investment decision or help in hedging the risk of your existing portfolios.
Please note, the risk measures we provide can be used independently or collectively to perform a risk assessment. When comparing two potential investments, we recommend comparing similar equities with homogenous growth potential and valuation from related markets to determine which investment holds the most risk.

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Other Information on Investing in BANPU Stock

BANPU POWER financial ratios help investors to determine whether BANPU Stock is cheap or expensive when compared to a particular measure, such as profits or enterprise value. In other words, they help investors to determine the cost of investment in BANPU with respect to the benefits of owning BANPU POWER security.